{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from image_function import *\n",
    "from skimage.filters import threshold_local, threshold_otsu\n",
    "from matplotlib import pyplot as plt\n",
    "from skimage.morphology import remove_small_objects\n",
    "from skimage.morphology import opening, disk\n",
    "from scipy import ndimage\n",
    "from math import sqrt\n",
    "from skimage import data\n",
    "from skimage.feature import blob_dog, blob_log, blob_doh\n",
    "from skimage.color import rgb2gray\n",
    "\n",
    "import matplotlib.pyplot as plt\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Read and clean data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\envs\\tf_gpu\\lib\\site-packages\\skimage\\transform\\_warps.py:105: UserWarning: The default mode, 'constant', will be changed to 'reflect' in skimage 0.15.\n",
      "  warn(\"The default mode, 'constant', will be changed to 'reflect' in \"\n",
      "C:\\ProgramData\\Anaconda3\\envs\\tf_gpu\\lib\\site-packages\\skimage\\transform\\_warps.py:110: UserWarning: Anti-aliasing will be enabled by default in skimage 0.15 to avoid aliasing artifacts when down-sampling images.\n",
      "  warn(\"Anti-aliasing will be enabled by default in skimage 0.15 to \"\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(882, 256, 256, 1)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_dir = 'Data\\\\sample3\\\\' # image folder\n",
    "data, fs = load_images_from_folder(data_dir + 'Validate',  resize = True) # load validation data\n",
    "data = np.expand_dims (data, axis = 3) # keras used channel last by default\n",
    "np.shape(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "k = 230\n",
    "ori_image = (data[k,:,:,0])\n",
    "\n",
    "global_thresh = threshold_otsu(ori_image)\n",
    "binary_global = ori_image > global_thresh\n",
    "\n",
    "block_size = 49\n",
    "local_thresh = threshold_local(ori_image, block_size)\n",
    "binary_local = ori_image > local_thresh\n",
    "\n",
    "\n",
    "fig, axes = plt.subplots(ncols=3, figsize=(12, 4))\n",
    "ax = axes.ravel()\n",
    "plt.gray()\n",
    "\n",
    "ax[0].imshow(ori_image)\n",
    "ax[0].set_title('Original', fontsize=20)\n",
    "ax[1].imshow(binary_local)\n",
    "ax[1].set_title('Local thresholding', fontsize=20)\n",
    "ax[2].imshow(binary_global)\n",
    "ax[2].set_title('Global thresholding', fontsize=20)\n",
    "\n",
    "\n",
    "for a in ax:\n",
    "    a.axis('off')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "binary_global = ~binary_global #reverse greyscale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#remove isolated pixels\n",
    "binary_clean = remove_small_objects(binary_global, min_size=100, connectivity=1, in_place=False)\n",
    "plt.imshow(binary_clean)\n",
    "img_open = opening(binary_clean, disk(7))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Method 1: Openning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'opening')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(ncols = 2, nrows=1, figsize=(6, 12))\n",
    "ax = axes.ravel()\n",
    "plt.gray()\n",
    "\n",
    "ax[0].imshow(ori_image)\n",
    "ax[0].set_title('Original', fontsize=20)\n",
    "ax[1].imshow(img_open)\n",
    "ax[1].set_title('opening', fontsize=20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Method 2: Blob detection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "edge_horizont = ndimage.sobel(binary_clean, 0)\n",
    "edge_vertical = ndimage.sobel(binary_clean, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1ee47e812e8>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "magnitude = np.hypot(1*edge_horizont, 1*edge_vertical)\n",
    "plt.imshow(magnitude)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = binary_clean\n",
    "image_gray = binary_clean\n",
    "\n",
    "blobs_log = blob_log(magnitude, max_sigma=30, num_sigma=10, threshold=.1)\n",
    "\n",
    "# Compute radii in the 3rd column.\n",
    "blobs_log[:, 2] = blobs_log[:, 2] * sqrt(2)\n",
    "\n",
    "blobs_dog = blob_dog(magnitude, max_sigma=30, threshold=.1)\n",
    "blobs_dog[:, 2] = blobs_dog[:, 2] * sqrt(2)\n",
    "\n",
    "blobs_doh = blob_doh(magnitude, max_sigma=30, threshold=.01)\n",
    "\n",
    "blobs_list = [blobs_log, blobs_dog, blobs_doh]\n",
    "colors = ['yellow', 'lime', 'red']\n",
    "titles = ['Laplacian of Gaussian', 'Difference of Gaussian',\n",
    "          'Determinant of Hessian']\n",
    "sequence = zip(blobs_list, colors, titles)\n",
    "\n",
    "fig, axes = plt.subplots(1, 3, figsize=(9, 3), sharex=True, sharey=True)\n",
    "ax = axes.ravel()\n",
    "\n",
    "for idx, (blobs, color, title) in enumerate(sequence):\n",
    "    ax[idx].set_title(title)\n",
    "    ax[idx].imshow(image, interpolation='nearest')\n",
    "    for blob in blobs:\n",
    "        y, x, r = blob\n",
    "        c = plt.Circle((x, y), r, color=color, linewidth=2, fill=False)\n",
    "        ax[idx].add_patch(c)\n",
    "    ax[idx].set_axis_off()\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "\n",
    "fig, axes = plt.subplots(ncols = 3, nrows=1, figsize=(9, 3), sharex=True, sharey=True)\n",
    "ax = axes.ravel()\n",
    "plt.gray()\n",
    "\n",
    "ax[0].imshow(ori_image)\n",
    "ax[0].set_title('Original')\n",
    "ax[0].set_axis_off()\n",
    "ax[1].imshow(img_open)\n",
    "ax[1].set_title('opening')\n",
    "ax[1].set_axis_off()\n",
    "ax[2].set_axis_off()\n",
    "plt.tight_layout()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
